Frameworks, multi-step reasoning, fine-tuning, LLMs, context graph, tool use, entity resolution, Training, knowledge graph, agentic systems, information extraction, eval datasets, context management, large-scale deep learning systems, RLHF

biostatistics , Protocol Development, Python, Statistical Analysis, R, Clinical Research, Real-world Evidence Generation, Scientific Writing, Study Design

Tensorflow, Machine Learning, R, scikit-learn, Spark MLLib, MxNet, Mathematics, Statistics, Large Scale Distributed Systems, Neural Deep Learning Methods

Jax, Tensorflow, Pytorch, Hpc, Kubernetes, TensorRT-LLM, MPC, DeepSpeed, ZeRO, INT4, confidential computing, FHE, SLMs, FlashAttention, INT8, vLLM, model compression, XLA, TensorFlow Lite, Pathways, GPU clusters, FSDP, quantization

simulations , SAS, Matlab, Python, Sql, R, Integer Programming, Heuristic search, Linear Programming

Machine Learning, Natural Language Processing, Pytorch, Python, Pretraining, Model distillation, Instruction tuning, Evaluation design, Distributed training systems, Multimodal models, Large-scale datasets, Fine-tuning, Model evaluation frameworks, Transformer architectures, Quantisation

geospatial data , Machine Learning, Jax, Tensorflow, Deep Learning, Pytorch, Computer Vision, segmentation algorithms, spatio-temporal analysis, generative models, Remote Sensing, multi-modal fusion

triton , Tensorflow, Pytorch, Python, Cuda, hip, Transformers, state space models, sglang, distributed training tools, vllm

lammps , C, Machine Learning, Shell Scripting, Python, Cloud Computing, Mesoscale Simulations, GROMACS, High-Performance Computing, Quantum Espresso, Molecular Dynamics, Molecular Simulation Methods, computational chemistry, materials science